academic-figure

Name: academic-figure
Author: joshua-zyy

101stars1forks

How to install academic-figure?

joshua-zyy/academic-paper-writer/academic-figure

$npx -y skills add joshua-zyy/academic-paper-writer --skill academic-figure

Installs into the current project.

Summary

Create, revise, or audit academic data/result figures for CS/AI/ML papers. Data/result plots default to Python-generated editable SVG with CS/AI/ML-specific design rules for benchmarks, ablations, training dynamics, robustness, diagnostics, distributions, confusion matrices, and

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SKILL.md

1	# Academic Figure
2
3	CS/AI/ML academic-figure router. 实验数据图默认交付 Python/matplotlib 可编辑 SVG，并执行 CS/AI/ML 图表设计 gate。模型框架图、架构图、overview 图和复杂机制图不属于本 skill 的自动绘制范围；如论文需要此类图，只能输出人工绘制需求、证据清单、caption 草案或 figure blueprint notes。
4
5	## Router Protocol
6
7	1. Read `manifest.yaml`. It declares `always_load` files, `axes`, and `references.on_demand`.
8	2. Read every file listed under `always_load`. These are the skill's binding rules — not reference material.
9	3. Apply the loaded material as constraints:
10	- `stance.md` defines Python-only plotting, figure contract, visual policy, and scope.
11	- `red-lines.md` defines absolute prohibitions. Do not negotiate these.
12	- `output-contract.md` defines deliverables per mode.
13	- `anti-patterns.md` defines known failure modes and their correct alternatives.
14	4. Select exactly one `mode` from the manifest. If ambiguous, ask one concise clarification only when data source or target use is missing. Requests for model framework, architecture, overview, or mechanism diagrams use `figure-blueprint` only to produce `manual_figure_needed` notes; never render images, SVG, or prompts.
15	5. Echo the selected mode to the user before executing.
16	6. Reach for `references/` only when the manifest's `references.on_demand` condition is satisfied.
17
18	## Modes
19
20	\| Mode \| Use when \|
21	\|---\|---\|
22	\| `chart-from-data` \| Data files or numeric results, needs publication plot with CS/AI/ML chart design gate \|
23	\| `figure-blueprint` \| Wants figure suggestions for a paper section \|
24	\| `figure-audit` \| Existing figure reviewed for publication readiness \|
25	\| `figure-revision` \| Existing figure needs revision \|
26
27	## Agent Dispatch
28
29	`agents/figure_agent.md` is dispatched by the orchestrator at Step 6.4. The agent returns figure artifacts, scripts, SVG paths, and reports; it must not independently edit project source code or experimental data.
30
31	## Completion Criteria
32
33	- `chart-from-data`: Figure Contract, CS/AI/ML chart design gate, Python script, source data, editable SVG, QA report — all pass.
34	- `figure-audit`: Every QA item has pass/fail status and concrete remediation.
35	- `figure-blueprint`: Every suggested figure maps to a paper claim and data/evidence source.
36	- `figure-revision`: Revised artifact or instructions, QA report, unchanged evidence traceability.

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academic-figure

101stars1forks

View on GitHub

How to install academic-figure?

joshua-zyy/academic-paper-writer/academic-figure

$npx -y skills add joshua-zyy/academic-paper-writer --skill academic-figure

Installs into the current project.

Summary

Files · 1

View on GitHub

SKILL.md

1	# Academic Figure
2
3	CS/AI/ML academic-figure router. 实验数据图默认交付 Python/matplotlib 可编辑 SVG，并执行 CS/AI/ML 图表设计 gate。模型框架图、架构图、overview 图和复杂机制图不属于本 skill 的自动绘制范围；如论文需要此类图，只能输出人工绘制需求、证据清单、caption 草案或 figure blueprint notes。
4
5	## Router Protocol
6
7	1. Read `manifest.yaml`. It declares `always_load` files, `axes`, and `references.on_demand`.
8	2. Read every file listed under `always_load`. These are the skill's binding rules — not reference material.
9	3. Apply the loaded material as constraints:
10	- `stance.md` defines Python-only plotting, figure contract, visual policy, and scope.
11	- `red-lines.md` defines absolute prohibitions. Do not negotiate these.
12	- `output-contract.md` defines deliverables per mode.
13	- `anti-patterns.md` defines known failure modes and their correct alternatives.
14	4. Select exactly one `mode` from the manifest. If ambiguous, ask one concise clarification only when data source or target use is missing. Requests for model framework, architecture, overview, or mechanism diagrams use `figure-blueprint` only to produce `manual_figure_needed` notes; never render images, SVG, or prompts.
15	5. Echo the selected mode to the user before executing.
16	6. Reach for `references/` only when the manifest's `references.on_demand` condition is satisfied.
17
18	## Modes
19
20	\| Mode \| Use when \|
21	\|---\|---\|
22	\| `chart-from-data` \| Data files or numeric results, needs publication plot with CS/AI/ML chart design gate \|
23	\| `figure-blueprint` \| Wants figure suggestions for a paper section \|
24	\| `figure-audit` \| Existing figure reviewed for publication readiness \|
25	\| `figure-revision` \| Existing figure needs revision \|
26
27	## Agent Dispatch
28
29	`agents/figure_agent.md` is dispatched by the orchestrator at Step 6.4. The agent returns figure artifacts, scripts, SVG paths, and reports; it must not independently edit project source code or experimental data.
30
31	## Completion Criteria
32
33	- `chart-from-data`: Figure Contract, CS/AI/ML chart design gate, Python script, source data, editable SVG, QA report — all pass.
34	- `figure-audit`: Every QA item has pass/fail status and concrete remediation.
35	- `figure-blueprint`: Every suggested figure maps to a paper claim and data/evidence source.
36	- `figure-revision`: Revised artifact or instructions, QA report, unchanged evidence traceability.

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Type